Overview
Brought to you by YData
Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 21435 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 3.6 MiB |
| Average record size in memory | 176.0 B |
Variable types
| Numeric | 16 |
|---|---|
| DateTime | 1 |
| Categorical | 4 |
bathrooms is highly overall correlated with grade and 3 other fields | High correlation |
bedrooms is highly overall correlated with sqft_above and 1 other fields | High correlation |
floors is highly overall correlated with yr_built | High correlation |
grade is highly overall correlated with bathrooms and 4 other fields | High correlation |
long is highly overall correlated with zipcode | High correlation |
price is highly overall correlated with grade and 3 other fields | High correlation |
sqft_above is highly overall correlated with bathrooms and 5 other fields | High correlation |
sqft_living is highly overall correlated with bathrooms and 5 other fields | High correlation |
sqft_living15 is highly overall correlated with grade and 3 other fields | High correlation |
sqft_lot is highly overall correlated with sqft_lot15 | High correlation |
sqft_lot15 is highly overall correlated with sqft_lot | High correlation |
view is highly overall correlated with waterfront | High correlation |
waterfront is highly overall correlated with view | High correlation |
yr_built is highly overall correlated with bathrooms and 1 other fields | High correlation |
zipcode is highly overall correlated with long | High correlation |
waterfront is highly imbalanced (93.6%) | Imbalance |
view is highly imbalanced (72.2%) | Imbalance |
id has unique values | Unique |
sqft_basement has 13015 (60.7%) zeros | Zeros |
yr_renovated has 20525 (95.8%) zeros | Zeros |
Reproduction
| Analysis started | 2025-10-31 05:44:19.857840 |
|---|---|
| Analysis finished | 2025-10-31 05:44:43.500475 |
| Duration | 23.64 seconds |
| Software version | ydata-profiling vv4.17.0 |
| Download configuration | config.json |
Variables
id
Real number (ℝ)
Unique
| Distinct | 21435 |
|---|---|
| Distinct (%) | 100.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4.580867 × 109 |
| Minimum | 1000102 |
|---|---|
| Maximum | 9.9000002 × 109 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 1000102 |
|---|---|
| 5-th percentile | 5.1000319 × 108 |
| Q1 | 2.1237001 × 109 |
| median | 3.9049212 × 109 |
| Q3 | 7.3087501 × 109 |
| 95-th percentile | 9.2973006 × 109 |
| Maximum | 9.9000002 × 109 |
| Range | 9.8990001 × 109 |
| Interquartile range (IQR) | 5.18505 × 109 |
Descriptive statistics
| Standard deviation | 2.8766182 × 109 |
|---|---|
| Coefficient of variation (CV) | 0.62796372 |
| Kurtosis | -1.2606031 |
| Mean | 4.580867 × 109 |
| Median Absolute Deviation (MAD) | 2.4030788 × 109 |
| Skewness | 0.24314969 |
| Sum | 9.8190883 × 1013 |
| Variance | 8.2749325 × 1018 |
| Monotonicity | Strictly increasing |
| Value | Count | Frequency (%) |
| 9900000190 | 1 | < 0.1% |
| 1000102 | 1 | < 0.1% |
| 1200019 | 1 | < 0.1% |
| 1200021 | 1 | < 0.1% |
| 2800031 | 1 | < 0.1% |
| 3600057 | 1 | < 0.1% |
| 3600072 | 1 | < 0.1% |
| 3800008 | 1 | < 0.1% |
| 5200087 | 1 | < 0.1% |
| 6200017 | 1 | < 0.1% |
| Other values (21425) | 21425 |
| Value | Count | Frequency (%) |
| 1000102 | 1 | |
| 1200019 | 1 | |
| 1200021 | 1 | |
| 2800031 | 1 | |
| 3600057 | 1 | |
| 3600072 | 1 | |
| 3800008 | 1 | |
| 5200087 | 1 | |
| 6200017 | 1 | |
| 7200080 | 1 |
| Value | Count | Frequency (%) |
| 9900000190 | 1 | |
| 9895000040 | 1 | |
| 9842300540 | 1 | |
| 9842300485 | 1 | |
| 9842300095 | 1 | |
| 9842300036 | 1 | |
| 9839301165 | 1 | |
| 9839301060 | 1 | |
| 9839301055 | 1 | |
| 9839300875 | 1 |
date
Date
| Distinct | 372 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 334.9 KiB |
| Minimum | 2014-05-02 00:00:00 |
|---|---|
| Maximum | 2015-05-27 00:00:00 |
| Invalid dates | 0 |
| Invalid dates (%) | 0.0% |
price
Real number (ℝ)
High correlation
| Distinct | 4000 |
|---|---|
| Distinct (%) | 18.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 541645.37 |
| Minimum | 75000 |
|---|---|
| Maximum | 7700000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 75000 |
|---|---|
| 5-th percentile | 213500 |
| Q1 | 324844 |
| median | 450000 |
| Q3 | 645000 |
| 95-th percentile | 1160000 |
| Maximum | 7700000 |
| Range | 7625000 |
| Interquartile range (IQR) | 320156 |
Descriptive statistics
| Standard deviation | 367322.88 |
|---|---|
| Coefficient of variation (CV) | 0.67816121 |
| Kurtosis | 34.72392 |
| Mean | 541645.37 |
| Median Absolute Deviation (MAD) | 150000 |
| Skewness | 4.0360699 |
| Sum | 1.1610169 × 1010 |
| Variance | 1.349261 × 1011 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 450000 | 172 | 0.8% |
| 350000 | 167 | 0.8% |
| 550000 | 157 | 0.7% |
| 500000 | 151 | 0.7% |
| 425000 | 149 | 0.7% |
| 325000 | 146 | 0.7% |
| 400000 | 144 | 0.7% |
| 375000 | 137 | 0.6% |
| 300000 | 131 | 0.6% |
| 525000 | 128 | 0.6% |
| Other values (3990) | 19953 |
| Value | Count | Frequency (%) |
| 75000 | 1 | |
| 78000 | 1 | |
| 80000 | 1 | |
| 81000 | 1 | |
| 82500 | 1 | |
| 83000 | 1 | |
| 84000 | 1 | |
| 85000 | 1 | |
| 89000 | 1 | |
| 89950 | 1 |
| Value | Count | Frequency (%) |
| 7700000 | 1 | |
| 7062500 | 1 | |
| 6885000 | 1 | |
| 5570000 | 1 | |
| 5350000 | 1 | |
| 5300000 | 1 | |
| 5110800 | 1 | |
| 4668000 | 1 | |
| 4500000 | 1 | |
| 4489000 | 1 |
bedrooms
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 3.3701889 |
| Minimum | 0 |
|---|---|
| Maximum | 11 |
| Zeros | 13 |
| Zeros (%) | 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 2 |
| Q1 | 3 |
| median | 3 |
| Q3 | 4 |
| 95-th percentile | 5 |
| Maximum | 11 |
| Range | 11 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.90692006 |
|---|---|
| Coefficient of variation (CV) | 0.26910066 |
| Kurtosis | 1.8525996 |
| Mean | 3.3701889 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.51796722 |
| Sum | 72240 |
| Variance | 0.822504 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 3 | 9731 | |
| 4 | 6849 | |
| 2 | 2736 | 12.8% |
| 5 | 1586 | 7.4% |
| 6 | 265 | 1.2% |
| 1 | 194 | 0.9% |
| 7 | 38 | 0.2% |
| 8 | 13 | 0.1% |
| 0 | 13 | 0.1% |
| 9 | 6 | < 0.1% |
| Other values (2) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 13 | 0.1% |
| 1 | 194 | 0.9% |
| 2 | 2736 | 12.8% |
| 3 | 9731 | |
| 4 | 6849 | |
| 5 | 1586 | 7.4% |
| 6 | 265 | 1.2% |
| 7 | 38 | 0.2% |
| 8 | 13 | 0.1% |
| 9 | 6 | < 0.1% |
| Value | Count | Frequency (%) |
| 11 | 1 | < 0.1% |
| 10 | 3 | < 0.1% |
| 9 | 6 | < 0.1% |
| 8 | 13 | 0.1% |
| 7 | 38 | 0.2% |
| 6 | 265 | 1.2% |
| 5 | 1586 | 7.4% |
| 4 | 6849 | |
| 3 | 9731 | |
| 2 | 2736 | 12.8% |
bathrooms
Real number (ℝ)
High correlation
| Distinct | 9 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.7517145 |
| Minimum | 0 |
|---|---|
| Maximum | 8 |
| Zeros | 85 |
| Zeros (%) | 0.4% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 8 |
| Range | 8 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.73485532 |
|---|---|
| Coefficient of variation (CV) | 0.41950633 |
| Kurtosis | 1.998447 |
| Mean | 1.7517145 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.90060207 |
| Sum | 37548 |
| Variance | 0.54001234 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 10481 | |
| 1 | 8253 | |
| 3 | 2217 | 10.3% |
| 4 | 335 | 1.6% |
| 0 | 85 | 0.4% |
| 5 | 48 | 0.2% |
| 6 | 12 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 0 | 85 | 0.4% |
| 1 | 8253 | |
| 2 | 10481 | |
| 3 | 2217 | 10.3% |
| 4 | 335 | 1.6% |
| 5 | 48 | 0.2% |
| 6 | 12 | 0.1% |
| 7 | 2 | < 0.1% |
| 8 | 2 | < 0.1% |
| Value | Count | Frequency (%) |
| 8 | 2 | < 0.1% |
| 7 | 2 | < 0.1% |
| 6 | 12 | 0.1% |
| 5 | 48 | 0.2% |
| 4 | 335 | 1.6% |
| 3 | 2217 | 10.3% |
| 2 | 10481 | |
| 1 | 8253 | |
| 0 | 85 | 0.4% |
sqft_living
Real number (ℝ)
High correlation
| Distinct | 1038 |
|---|---|
| Distinct (%) | 4.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2082.7265 |
| Minimum | 290 |
|---|---|
| Maximum | 13540 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 940 |
| Q1 | 1430 |
| median | 1920 |
| Q3 | 2550 |
| 95-th percentile | 3770 |
| Maximum | 13540 |
| Range | 13250 |
| Interquartile range (IQR) | 1120 |
Descriptive statistics
| Standard deviation | 919.16248 |
|---|---|
| Coefficient of variation (CV) | 0.44132653 |
| Kurtosis | 5.2487448 |
| Mean | 2082.7265 |
| Median Absolute Deviation (MAD) | 550 |
| Skewness | 1.4709482 |
| Sum | 44643243 |
| Variance | 844859.66 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1300 | 136 | 0.6% |
| 1440 | 133 | 0.6% |
| 1400 | 132 | 0.6% |
| 1800 | 128 | 0.6% |
| 1660 | 128 | 0.6% |
| 1820 | 127 | 0.6% |
| 1560 | 124 | 0.6% |
| 1010 | 124 | 0.6% |
| 1540 | 122 | 0.6% |
| 1720 | 122 | 0.6% |
| Other values (1028) | 20159 |
| Value | Count | Frequency (%) |
| 290 | 1 | |
| 370 | 1 | |
| 380 | 1 | |
| 384 | 1 | |
| 390 | 2 | |
| 410 | 1 | |
| 420 | 2 | |
| 430 | 1 | |
| 440 | 1 | |
| 460 | 1 |
| Value | Count | Frequency (%) |
| 13540 | 1 | |
| 12050 | 1 | |
| 10040 | 1 | |
| 9890 | 1 | |
| 9640 | 1 | |
| 9200 | 1 | |
| 8670 | 1 | |
| 8020 | 1 | |
| 8010 | 1 | |
| 8000 | 1 |
sqft_lot
Real number (ℝ)
High correlation
| Distinct | 9782 |
|---|---|
| Distinct (%) | 45.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 15136.064 |
| Minimum | 520 |
|---|---|
| Maximum | 1651359 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 520 |
|---|---|
| 5-th percentile | 1800 |
| Q1 | 5040 |
| median | 7614 |
| Q3 | 10696.5 |
| 95-th percentile | 43560 |
| Maximum | 1651359 |
| Range | 1650839 |
| Interquartile range (IQR) | 5656.5 |
Descriptive statistics
| Standard deviation | 41539.543 |
|---|---|
| Coefficient of variation (CV) | 2.7444085 |
| Kurtosis | 284.07091 |
| Mean | 15136.064 |
| Median Absolute Deviation (MAD) | 2616 |
| Skewness | 13.043382 |
| Sum | 3.2444153 × 108 |
| Variance | 1.7255336 × 109 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 355 | 1.7% |
| 6000 | 285 | 1.3% |
| 4000 | 249 | 1.2% |
| 7200 | 218 | 1.0% |
| 4800 | 118 | 0.6% |
| 7500 | 118 | 0.6% |
| 4500 | 112 | 0.5% |
| 8400 | 109 | 0.5% |
| 9600 | 108 | 0.5% |
| 3600 | 102 | 0.5% |
| Other values (9772) | 19661 |
| Value | Count | Frequency (%) |
| 520 | 1 | |
| 572 | 1 | |
| 600 | 1 | |
| 609 | 1 | |
| 635 | 1 | |
| 638 | 1 | |
| 649 | 2 | |
| 651 | 1 | |
| 675 | 1 | |
| 676 | 1 |
| Value | Count | Frequency (%) |
| 1651359 | 1 | |
| 1164794 | 1 | |
| 1074218 | 1 | |
| 1024068 | 1 | |
| 982998 | 1 | |
| 982278 | 1 | |
| 920423 | 1 | |
| 881654 | 1 | |
| 871200 | 2 | |
| 843309 | 1 |
floors
Categorical
High correlation
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 334.9 KiB |
| 1 | |
|---|---|
| 2 | |
| 3 | 619 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 12446 | |
| 2 | 8370 | |
| 3 | 619 | 2.9% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 1 | 12446 | |
| 2 | 8370 | |
| 3 | 619 | 2.9% |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 12446 | |
| 2 | 8370 | |
| 3 | 619 | 2.9% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 1 | 12446 | |
| 2 | 8370 | |
| 3 | 619 | 2.9% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 1 | 12446 | |
| 2 | 8370 | |
| 3 | 619 | 2.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 1 | 12446 | |
| 2 | 8370 | |
| 3 | 619 | 2.9% |
waterfront
Categorical
High correlation Imbalance
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 334.9 KiB |
| 0 | |
|---|---|
| 1 | 163 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 21272 | |
| 1 | 163 | 0.8% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 21272 | |
| 1 | 163 | 0.8% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 21272 | |
| 1 | 163 | 0.8% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21272 | |
| 1 | 163 | 0.8% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21272 | |
| 1 | 163 | 0.8% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 21272 | |
| 1 | 163 | 0.8% |
view
Categorical
High correlation Imbalance
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 334.9 KiB |
| 0 | |
|---|---|
| 2 | 962 |
| 3 | 507 |
| 1 | 331 |
| 4 | 316 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 19319 | |
| 2 | 962 | 4.5% |
| 3 | 507 | 2.4% |
| 1 | 331 | 1.5% |
| 4 | 316 | 1.5% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 19319 | |
| 2 | 962 | 4.5% |
| 3 | 507 | 2.4% |
| 1 | 331 | 1.5% |
| 4 | 316 | 1.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 19319 | |
| 2 | 962 | 4.5% |
| 3 | 507 | 2.4% |
| 1 | 331 | 1.5% |
| 4 | 316 | 1.5% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19319 | |
| 2 | 962 | 4.5% |
| 3 | 507 | 2.4% |
| 1 | 331 | 1.5% |
| 4 | 316 | 1.5% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19319 | |
| 2 | 962 | 4.5% |
| 3 | 507 | 2.4% |
| 1 | 331 | 1.5% |
| 4 | 316 | 1.5% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 0 | 19319 | |
| 2 | 962 | 4.5% |
| 3 | 507 | 2.4% |
| 1 | 331 | 1.5% |
| 4 | 316 | 1.5% |
condition
Categorical
| Distinct | 5 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 334.9 KiB |
| 3 | |
|---|---|
| 4 | |
| 5 | |
| 2 | 164 |
| 1 | 29 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 3 |
|---|---|
| 2nd row | 4 |
| 3rd row | 3 |
| 4th row | 4 |
| 5th row | 3 |
Common Values
| Value | Count | Frequency (%) |
| 3 | 13911 | |
| 4 | 5645 | |
| 5 | 1686 | 7.9% |
| 2 | 164 | 0.8% |
| 1 | 29 | 0.1% |
Length
Common Values (Plot)
| Value | Count | Frequency (%) |
| 3 | 13911 | |
| 4 | 5645 | |
| 5 | 1686 | 7.9% |
| 2 | 164 | 0.8% |
| 1 | 29 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 3 | 13911 | |
| 4 | 5645 | |
| 5 | 1686 | 7.9% |
| 2 | 164 | 0.8% |
| 1 | 29 | 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per category
(unknown)
| Value | Count | Frequency (%) |
| 3 | 13911 | |
| 4 | 5645 | |
| 5 | 1686 | 7.9% |
| 2 | 164 | 0.8% |
| 1 | 29 | 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per script
(unknown)
| Value | Count | Frequency (%) |
| 3 | 13911 | |
| 4 | 5645 | |
| 5 | 1686 | 7.9% |
| 2 | 164 | 0.8% |
| 1 | 29 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| (unknown) | 21435 |
Most frequent character per block
(unknown)
| Value | Count | Frequency (%) |
| 3 | 13911 | |
| 4 | 5645 | |
| 5 | 1686 | 7.9% |
| 2 | 164 | 0.8% |
| 1 | 29 | 0.1% |
grade
Real number (ℝ)
High correlation
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 7.6617681 |
| Minimum | 1 |
|---|---|
| Maximum | 13 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 6 |
| Q1 | 7 |
| median | 7 |
| Q3 | 8 |
| 95-th percentile | 10 |
| Maximum | 13 |
| Range | 12 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 1.1742752 |
|---|---|
| Coefficient of variation (CV) | 0.15326426 |
| Kurtosis | 1.1901124 |
| Mean | 7.6617681 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.77028604 |
| Sum | 164230 |
| Variance | 1.3789222 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 7 | 8895 | |
| 8 | 6044 | |
| 9 | 2606 | 12.2% |
| 6 | 1995 | 9.3% |
| 10 | 1130 | 5.3% |
| 11 | 396 | 1.8% |
| 5 | 234 | 1.1% |
| 12 | 89 | 0.4% |
| 4 | 29 | 0.1% |
| 13 | 13 | 0.1% |
| Other values (2) | 4 | < 0.1% |
| Value | Count | Frequency (%) |
| 1 | 1 | < 0.1% |
| 3 | 3 | < 0.1% |
| 4 | 29 | 0.1% |
| 5 | 234 | 1.1% |
| 6 | 1995 | 9.3% |
| 7 | 8895 | |
| 8 | 6044 | |
| 9 | 2606 | 12.2% |
| 10 | 1130 | 5.3% |
| 11 | 396 | 1.8% |
| Value | Count | Frequency (%) |
| 13 | 13 | 0.1% |
| 12 | 89 | 0.4% |
| 11 | 396 | 1.8% |
| 10 | 1130 | 5.3% |
| 9 | 2606 | 12.2% |
| 8 | 6044 | |
| 7 | 8895 | |
| 6 | 1995 | 9.3% |
| 5 | 234 | 1.1% |
| 4 | 29 | 0.1% |
sqft_above
Real number (ℝ)
High correlation
| Distinct | 946 |
|---|---|
| Distinct (%) | 4.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1790.9955 |
| Minimum | 290 |
|---|---|
| Maximum | 9410 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 290 |
|---|---|
| 5-th percentile | 850 |
| Q1 | 1200 |
| median | 1560 |
| Q3 | 2220 |
| 95-th percentile | 3400 |
| Maximum | 9410 |
| Range | 9120 |
| Interquartile range (IQR) | 1020 |
Descriptive statistics
| Standard deviation | 829.02996 |
|---|---|
| Coefficient of variation (CV) | 0.4628878 |
| Kurtosis | 3.3949976 |
| Mean | 1790.9955 |
| Median Absolute Deviation (MAD) | 450 |
| Skewness | 1.4441781 |
| Sum | 38389988 |
| Variance | 687290.68 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1300 | 210 | 1.0% |
| 1010 | 204 | 1.0% |
| 1200 | 203 | 0.9% |
| 1220 | 186 | 0.9% |
| 1140 | 183 | 0.9% |
| 1400 | 180 | 0.8% |
| 1180 | 177 | 0.8% |
| 1060 | 177 | 0.8% |
| 1340 | 174 | 0.8% |
| 1250 | 173 | 0.8% |
| Other values (936) | 19568 |
| Value | Count | Frequency (%) |
| 290 | 1 | |
| 370 | 1 | |
| 380 | 1 | |
| 384 | 1 | |
| 390 | 2 | |
| 410 | 1 | |
| 420 | 2 | |
| 430 | 1 | |
| 440 | 1 | |
| 460 | 1 |
| Value | Count | Frequency (%) |
| 9410 | 1 | |
| 8860 | 1 | |
| 8570 | 1 | |
| 8020 | 1 | |
| 7880 | 1 | |
| 7850 | 1 | |
| 7680 | 1 | |
| 7420 | 1 | |
| 7320 | 1 | |
| 6720 | 1 |
sqft_basement
Real number (ℝ)
Zeros
| Distinct | 306 |
|---|---|
| Distinct (%) | 1.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 291.73105 |
| Minimum | 0 |
|---|---|
| Maximum | 4820 |
| Zeros | 13015 |
| Zeros (%) | 60.7% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 560 |
| 95-th percentile | 1190 |
| Maximum | 4820 |
| Range | 4820 |
| Interquartile range (IQR) | 560 |
Descriptive statistics
| Standard deviation | 442.78793 |
|---|---|
| Coefficient of variation (CV) | 1.517795 |
| Kurtosis | 2.7121305 |
| Mean | 291.73105 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 1.5769613 |
| Sum | 6253255 |
| Variance | 196061.16 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 13015 | |
| 600 | 220 | 1.0% |
| 700 | 215 | 1.0% |
| 500 | 211 | 1.0% |
| 800 | 206 | 1.0% |
| 400 | 184 | 0.9% |
| 1000 | 147 | 0.7% |
| 900 | 143 | 0.7% |
| 300 | 141 | 0.7% |
| 200 | 106 | 0.5% |
| Other values (296) | 6847 |
| Value | Count | Frequency (%) |
| 0 | 13015 | |
| 10 | 1 | < 0.1% |
| 20 | 1 | < 0.1% |
| 40 | 4 | < 0.1% |
| 50 | 11 | 0.1% |
| 60 | 10 | < 0.1% |
| 65 | 1 | < 0.1% |
| 70 | 7 | < 0.1% |
| 80 | 20 | 0.1% |
| 90 | 21 | 0.1% |
| Value | Count | Frequency (%) |
| 4820 | 1 | |
| 4130 | 1 | |
| 3500 | 1 | |
| 3480 | 1 | |
| 3260 | 1 | |
| 3000 | 1 | |
| 2850 | 1 | |
| 2810 | 1 | |
| 2730 | 1 | |
| 2720 | 1 |
yr_built
Real number (ℝ)
High correlation
| Distinct | 116 |
|---|---|
| Distinct (%) | 0.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.0996 |
| Minimum | 1900 |
|---|---|
| Maximum | 2015 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1915 |
| Q1 | 1952 |
| median | 1975 |
| Q3 | 1997 |
| 95-th percentile | 2011 |
| Maximum | 2015 |
| Range | 115 |
| Interquartile range (IQR) | 45 |
Descriptive statistics
| Standard deviation | 29.385501 |
|---|---|
| Coefficient of variation (CV) | 0.014908177 |
| Kurtosis | -0.6542564 |
| Mean | 1971.0996 |
| Median Absolute Deviation (MAD) | 23 |
| Skewness | -0.4746777 |
| Sum | 42250519 |
| Variance | 863.50768 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2014 | 559 | 2.6% |
| 2006 | 454 | 2.1% |
| 2005 | 450 | 2.1% |
| 2004 | 429 | 2.0% |
| 2003 | 422 | 2.0% |
| 2007 | 415 | 1.9% |
| 1977 | 415 | 1.9% |
| 1978 | 384 | 1.8% |
| 1968 | 379 | 1.8% |
| 2008 | 367 | 1.7% |
| Other values (106) | 17161 |
| Value | Count | Frequency (%) |
| 1900 | 86 | |
| 1901 | 29 | 0.1% |
| 1902 | 27 | 0.1% |
| 1903 | 45 | |
| 1904 | 44 | |
| 1905 | 74 | |
| 1906 | 91 | |
| 1907 | 65 | |
| 1908 | 86 | |
| 1909 | 94 |
| Value | Count | Frequency (%) |
| 2015 | 38 | 0.2% |
| 2014 | 559 | |
| 2013 | 199 | 0.9% |
| 2012 | 169 | 0.8% |
| 2011 | 130 | 0.6% |
| 2010 | 143 | 0.7% |
| 2009 | 229 | |
| 2008 | 367 | |
| 2007 | 415 | |
| 2006 | 454 |
yr_renovated
Real number (ℝ)
Zeros
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 84.733753 |
| Minimum | 0 |
|---|---|
| Maximum | 2015 |
| Zeros | 20525 |
| Zeros (%) | 95.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 0 |
| 95-th percentile | 0 |
| Maximum | 2015 |
| Range | 2015 |
| Interquartile range (IQR) | 0 |
Descriptive statistics
| Standard deviation | 402.43998 |
|---|---|
| Coefficient of variation (CV) | 4.7494649 |
| Kurtosis | 18.60965 |
| Mean | 84.733753 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 4.5394263 |
| Sum | 1816268 |
| Variance | 161957.94 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 20525 | |
| 2014 | 91 | 0.4% |
| 2013 | 37 | 0.2% |
| 2003 | 36 | 0.2% |
| 2005 | 35 | 0.2% |
| 2007 | 35 | 0.2% |
| 2000 | 35 | 0.2% |
| 2004 | 26 | 0.1% |
| 2006 | 24 | 0.1% |
| 1990 | 24 | 0.1% |
| Other values (60) | 567 | 2.6% |
| Value | Count | Frequency (%) |
| 0 | 20525 | |
| 1934 | 1 | < 0.1% |
| 1940 | 2 | < 0.1% |
| 1944 | 1 | < 0.1% |
| 1945 | 3 | < 0.1% |
| 1946 | 2 | < 0.1% |
| 1948 | 1 | < 0.1% |
| 1950 | 2 | < 0.1% |
| 1951 | 1 | < 0.1% |
| 1953 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 2015 | 16 | 0.1% |
| 2014 | 91 | |
| 2013 | 37 | |
| 2012 | 11 | 0.1% |
| 2011 | 13 | 0.1% |
| 2010 | 18 | 0.1% |
| 2009 | 22 | 0.1% |
| 2008 | 18 | 0.1% |
| 2007 | 35 | 0.2% |
| 2006 | 24 | 0.1% |
zipcode
Real number (ℝ)
High correlation
| Distinct | 70 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 98077.861 |
| Minimum | 98001 |
|---|---|
| Maximum | 98199 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 98001 |
|---|---|
| 5-th percentile | 98004 |
| Q1 | 98033 |
| median | 98065 |
| Q3 | 98117 |
| 95-th percentile | 98177 |
| Maximum | 98199 |
| Range | 198 |
| Interquartile range (IQR) | 84 |
Descriptive statistics
| Standard deviation | 53.470342 |
|---|---|
| Coefficient of variation (CV) | 0.00054518259 |
| Kurtosis | -0.84971172 |
| Mean | 98077.861 |
| Median Absolute Deviation (MAD) | 42 |
| Skewness | 0.40818655 |
| Sum | 2.102299 × 109 |
| Variance | 2859.0775 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 98103 | 599 | 2.8% |
| 98038 | 587 | 2.7% |
| 98115 | 576 | 2.7% |
| 98052 | 571 | 2.7% |
| 98117 | 548 | 2.6% |
| 98042 | 547 | 2.6% |
| 98034 | 543 | 2.5% |
| 98118 | 499 | 2.3% |
| 98023 | 492 | 2.3% |
| 98006 | 490 | 2.3% |
| Other values (60) | 15983 |
| Value | Count | Frequency (%) |
| 98001 | 359 | |
| 98002 | 197 | |
| 98003 | 276 | |
| 98004 | 315 | |
| 98005 | 168 | 0.8% |
| 98006 | 490 | |
| 98007 | 139 | 0.6% |
| 98008 | 283 | |
| 98010 | 99 | 0.5% |
| 98011 | 194 | 0.9% |
| Value | Count | Frequency (%) |
| 98199 | 316 | |
| 98198 | 275 | |
| 98188 | 135 | 0.6% |
| 98178 | 258 | |
| 98177 | 254 | |
| 98168 | 264 | |
| 98166 | 250 | |
| 98155 | 442 | |
| 98148 | 56 | 0.3% |
| 98146 | 281 |
lat
Real number (ℝ)
| Distinct | 5034 |
|---|---|
| Distinct (%) | 23.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 47.56015 |
| Minimum | 47.1559 |
|---|---|
| Maximum | 47.7776 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 47.1559 |
|---|---|
| 5-th percentile | 47.3103 |
| Q1 | 47.4711 |
| median | 47.572 |
| Q3 | 47.678 |
| 95-th percentile | 47.74963 |
| Maximum | 47.7776 |
| Range | 0.6217 |
| Interquartile range (IQR) | 0.2069 |
Descriptive statistics
| Standard deviation | 0.1386018 |
|---|---|
| Coefficient of variation (CV) | 0.0029142423 |
| Kurtosis | -0.67364154 |
| Mean | 47.56015 |
| Median Absolute Deviation (MAD) | 0.1047 |
| Skewness | -0.48808973 |
| Sum | 1019451.8 |
| Variance | 0.01921046 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 47.5322 | 17 | 0.1% |
| 47.6624 | 17 | 0.1% |
| 47.6846 | 17 | 0.1% |
| 47.5491 | 17 | 0.1% |
| 47.6955 | 16 | 0.1% |
| 47.6886 | 16 | 0.1% |
| 47.6711 | 16 | 0.1% |
| 47.686 | 15 | 0.1% |
| 47.6647 | 15 | 0.1% |
| 47.5402 | 15 | 0.1% |
| Other values (5024) | 21274 |
| Value | Count | Frequency (%) |
| 47.1559 | 1 | |
| 47.1593 | 1 | |
| 47.1622 | 1 | |
| 47.1647 | 1 | |
| 47.1764 | 1 | |
| 47.1775 | 1 | |
| 47.1776 | 2 | |
| 47.1795 | 1 | |
| 47.1803 | 1 | |
| 47.1808 | 1 |
| Value | Count | Frequency (%) |
| 47.7776 | 3 | |
| 47.7775 | 3 | |
| 47.7774 | 1 | < 0.1% |
| 47.7772 | 3 | |
| 47.7771 | 2 | < 0.1% |
| 47.777 | 2 | < 0.1% |
| 47.7769 | 3 | |
| 47.7768 | 2 | < 0.1% |
| 47.7767 | 6 | |
| 47.7766 | 4 |
long
Real number (ℝ)
High correlation
| Distinct | 752 |
|---|---|
| Distinct (%) | 3.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | -122.21369 |
| Minimum | -122.519 |
|---|---|
| Maximum | -121.315 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 21435 |
| Negative (%) | 100.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | -122.519 |
|---|---|
| 5-th percentile | -122.387 |
| Q1 | -122.328 |
| median | -122.23 |
| Q3 | -122.124 |
| 95-th percentile | -121.979 |
| Maximum | -121.315 |
| Range | 1.204 |
| Interquartile range (IQR) | 0.204 |
Descriptive statistics
| Standard deviation | 0.14089699 |
|---|---|
| Coefficient of variation (CV) | -0.001152874 |
| Kurtosis | 1.0454454 |
| Mean | -122.21369 |
| Median Absolute Deviation (MAD) | 0.101 |
| Skewness | 0.88185586 |
| Sum | -2619650.5 |
| Variance | 0.019851962 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| -122.29 | 114 | 0.5% |
| -122.3 | 110 | 0.5% |
| -122.362 | 102 | 0.5% |
| -122.291 | 100 | 0.5% |
| -122.363 | 99 | 0.5% |
| -122.372 | 98 | 0.5% |
| -122.357 | 95 | 0.4% |
| -122.288 | 95 | 0.4% |
| -122.365 | 94 | 0.4% |
| -122.346 | 93 | 0.4% |
| Other values (742) | 20435 |
| Value | Count | Frequency (%) |
| -122.519 | 1 | < 0.1% |
| -122.515 | 1 | < 0.1% |
| -122.514 | 1 | < 0.1% |
| -122.512 | 1 | < 0.1% |
| -122.511 | 2 | |
| -122.509 | 2 | |
| -122.507 | 1 | < 0.1% |
| -122.506 | 1 | < 0.1% |
| -122.505 | 3 | |
| -122.504 | 2 |
| Value | Count | Frequency (%) |
| -121.315 | 2 | |
| -121.316 | 1 | |
| -121.319 | 1 | |
| -121.321 | 1 | |
| -121.325 | 1 | |
| -121.352 | 2 | |
| -121.359 | 1 | |
| -121.364 | 2 | |
| -121.402 | 1 | |
| -121.403 | 1 |
sqft_living15
Real number (ℝ)
High correlation
| Distinct | 777 |
|---|---|
| Distinct (%) | 3.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1988.3451 |
| Minimum | 399 |
|---|---|
| Maximum | 6210 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 399 |
|---|---|
| 5-th percentile | 1140 |
| Q1 | 1490 |
| median | 1840 |
| Q3 | 2370 |
| 95-th percentile | 3300 |
| Maximum | 6210 |
| Range | 5811 |
| Interquartile range (IQR) | 880 |
Descriptive statistics
| Standard deviation | 685.70034 |
|---|---|
| Coefficient of variation (CV) | 0.34485983 |
| Kurtosis | 1.5932641 |
| Mean | 1988.3451 |
| Median Absolute Deviation (MAD) | 410 |
| Skewness | 1.1057971 |
| Sum | 42620177 |
| Variance | 470184.96 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 1540 | 193 | 0.9% |
| 1440 | 190 | 0.9% |
| 1560 | 190 | 0.9% |
| 1500 | 179 | 0.8% |
| 1460 | 168 | 0.8% |
| 1800 | 166 | 0.8% |
| 1580 | 165 | 0.8% |
| 1720 | 165 | 0.8% |
| 1610 | 164 | 0.8% |
| 1760 | 163 | 0.8% |
| Other values (767) | 19692 |
| Value | Count | Frequency (%) |
| 399 | 1 | < 0.1% |
| 460 | 2 | < 0.1% |
| 620 | 2 | < 0.1% |
| 670 | 1 | < 0.1% |
| 690 | 2 | < 0.1% |
| 700 | 2 | < 0.1% |
| 710 | 2 | < 0.1% |
| 720 | 2 | < 0.1% |
| 740 | 8 | |
| 750 | 3 | < 0.1% |
| Value | Count | Frequency (%) |
| 6210 | 1 | < 0.1% |
| 6110 | 1 | < 0.1% |
| 5790 | 6 | |
| 5610 | 1 | < 0.1% |
| 5600 | 1 | < 0.1% |
| 5500 | 1 | < 0.1% |
| 5380 | 1 | < 0.1% |
| 5340 | 1 | < 0.1% |
| 5330 | 1 | < 0.1% |
| 5220 | 1 | < 0.1% |
sqft_lot15
Real number (ℝ)
High correlation
| Distinct | 8689 |
|---|---|
| Distinct (%) | 40.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 12786.339 |
| Minimum | 651 |
|---|---|
| Maximum | 871200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 334.9 KiB |
Quantile statistics
| Minimum | 651 |
|---|---|
| 5-th percentile | 1989.4 |
| Q1 | 5100 |
| median | 7620 |
| Q3 | 10087.5 |
| 95-th percentile | 37197.6 |
| Maximum | 871200 |
| Range | 870549 |
| Interquartile range (IQR) | 4987.5 |
Descriptive statistics
| Standard deviation | 27376.05 |
|---|---|
| Coefficient of variation (CV) | 2.1410391 |
| Kurtosis | 150.31762 |
| Mean | 12786.339 |
| Median Absolute Deviation (MAD) | 2508 |
| Skewness | 9.4951763 |
| Sum | 2.7407517 × 108 |
| Variance | 7.4944813 × 108 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5000 | 425 | 2.0% |
| 4000 | 355 | 1.7% |
| 6000 | 286 | 1.3% |
| 7200 | 210 | 1.0% |
| 4800 | 144 | 0.7% |
| 7500 | 142 | 0.7% |
| 8400 | 115 | 0.5% |
| 4500 | 110 | 0.5% |
| 3600 | 110 | 0.5% |
| 5100 | 109 | 0.5% |
| Other values (8679) | 19429 |
| Value | Count | Frequency (%) |
| 651 | 1 | < 0.1% |
| 659 | 1 | < 0.1% |
| 660 | 1 | < 0.1% |
| 748 | 2 | |
| 750 | 4 | |
| 755 | 1 | < 0.1% |
| 757 | 1 | < 0.1% |
| 758 | 1 | < 0.1% |
| 788 | 1 | < 0.1% |
| 794 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 871200 | 1 | |
| 858132 | 1 | |
| 560617 | 1 | |
| 438213 | 1 | |
| 434728 | 1 | |
| 425581 | 1 | |
| 422967 | 1 | |
| 411962 | 1 | |
| 392040 | 2 | |
| 386812 | 1 |
Interactions
Correlations
| bathrooms | bedrooms | condition | floors | grade | id | lat | long | price | sqft_above | sqft_basement | sqft_living | sqft_living15 | sqft_lot | sqft_lot15 | view | waterfront | yr_built | yr_renovated | zipcode | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| bathrooms | 1.000 | 0.469 | 0.107 | 0.390 | 0.594 | 0.008 | 0.013 | 0.219 | 0.453 | 0.627 | 0.165 | 0.664 | 0.496 | 0.047 | 0.040 | 0.108 | 0.100 | 0.506 | 0.052 | -0.170 |
| bedrooms | 0.469 | 1.000 | 0.051 | 0.195 | 0.382 | 0.006 | -0.023 | 0.192 | 0.345 | 0.540 | 0.230 | 0.648 | 0.445 | 0.218 | 0.202 | 0.050 | 0.026 | 0.179 | 0.017 | -0.168 |
| condition | 0.107 | 0.051 | 1.000 | 0.248 | 0.153 | 0.030 | 0.057 | 0.081 | 0.023 | 0.107 | 0.094 | 0.060 | 0.062 | 0.041 | 0.014 | 0.024 | 0.017 | 0.249 | 0.068 | 0.073 |
| floors | 0.390 | 0.195 | 0.248 | 1.000 | 0.373 | 0.060 | 0.180 | 0.230 | 0.146 | 0.429 | 0.178 | 0.300 | 0.294 | 0.018 | 0.015 | 0.021 | 0.017 | 0.525 | 0.024 | 0.246 |
| grade | 0.594 | 0.382 | 0.153 | 0.373 | 1.000 | 0.018 | 0.103 | 0.221 | 0.657 | 0.712 | 0.092 | 0.716 | 0.662 | 0.153 | 0.157 | 0.142 | 0.118 | 0.499 | 0.016 | -0.179 |
| id | 0.008 | 0.006 | 0.030 | 0.060 | 0.018 | 1.000 | -0.005 | 0.006 | 0.002 | 0.002 | 0.001 | 0.000 | -0.001 | -0.117 | -0.115 | 0.028 | 0.006 | 0.026 | -0.018 | -0.005 |
| lat | 0.013 | -0.023 | 0.057 | 0.180 | 0.103 | -0.005 | 1.000 | -0.144 | 0.456 | -0.027 | 0.114 | 0.029 | 0.026 | -0.121 | -0.116 | 0.068 | 0.034 | -0.126 | 0.025 | 0.249 |
| long | 0.219 | 0.192 | 0.081 | 0.230 | 0.221 | 0.006 | -0.144 | 1.000 | 0.061 | 0.385 | -0.201 | 0.284 | 0.380 | 0.371 | 0.373 | 0.085 | 0.097 | 0.411 | -0.076 | -0.578 |
| price | 0.453 | 0.345 | 0.023 | 0.146 | 0.657 | 0.002 | 0.456 | 0.061 | 1.000 | 0.541 | 0.252 | 0.644 | 0.572 | 0.076 | 0.064 | 0.208 | 0.320 | 0.098 | 0.102 | -0.006 |
| sqft_above | 0.627 | 0.540 | 0.107 | 0.429 | 0.712 | 0.002 | -0.027 | 0.385 | 0.541 | 1.000 | -0.167 | 0.844 | 0.697 | 0.273 | 0.255 | 0.089 | 0.082 | 0.471 | 0.030 | -0.277 |
| sqft_basement | 0.165 | 0.230 | 0.094 | 0.178 | 0.092 | 0.001 | 0.114 | -0.201 | 0.252 | -0.167 | 1.000 | 0.327 | 0.129 | 0.037 | 0.031 | 0.159 | 0.135 | -0.179 | 0.063 | 0.115 |
| sqft_living | 0.664 | 0.648 | 0.060 | 0.300 | 0.716 | 0.000 | 0.029 | 0.284 | 0.644 | 0.844 | 0.327 | 1.000 | 0.747 | 0.306 | 0.285 | 0.148 | 0.140 | 0.351 | 0.052 | -0.206 |
| sqft_living15 | 0.496 | 0.445 | 0.062 | 0.294 | 0.662 | -0.001 | 0.026 | 0.380 | 0.572 | 0.697 | 0.129 | 0.747 | 1.000 | 0.361 | 0.367 | 0.146 | 0.089 | 0.334 | -0.006 | -0.287 |
| sqft_lot | 0.047 | 0.218 | 0.041 | 0.018 | 0.153 | -0.117 | -0.121 | 0.371 | 0.076 | 0.273 | 0.037 | 0.306 | 0.361 | 1.000 | 0.923 | 0.040 | 0.014 | -0.039 | 0.008 | -0.320 |
| sqft_lot15 | 0.040 | 0.202 | 0.014 | 0.015 | 0.157 | -0.115 | -0.116 | 0.373 | 0.064 | 0.255 | 0.031 | 0.285 | 0.367 | 0.923 | 1.000 | 0.035 | 0.000 | -0.018 | 0.009 | -0.327 |
| view | 0.108 | 0.050 | 0.024 | 0.021 | 0.142 | 0.028 | 0.068 | 0.085 | 0.208 | 0.089 | 0.159 | 0.148 | 0.146 | 0.040 | 0.035 | 1.000 | 0.595 | 0.042 | 0.109 | 0.075 |
| waterfront | 0.100 | 0.026 | 0.017 | 0.017 | 0.118 | 0.006 | 0.034 | 0.097 | 0.320 | 0.082 | 0.135 | 0.140 | 0.089 | 0.014 | 0.000 | 0.595 | 1.000 | 0.032 | 0.092 | 0.080 |
| yr_built | 0.506 | 0.179 | 0.249 | 0.525 | 0.499 | 0.026 | -0.126 | 0.411 | 0.098 | 0.471 | -0.179 | 0.351 | 0.334 | -0.039 | -0.018 | 0.042 | 0.032 | 1.000 | -0.215 | -0.315 |
| yr_renovated | 0.052 | 0.017 | 0.068 | 0.024 | 0.016 | -0.018 | 0.025 | -0.076 | 0.102 | 0.030 | 0.063 | 0.052 | -0.006 | 0.008 | 0.009 | 0.109 | 0.092 | -0.215 | 1.000 | 0.062 |
| zipcode | -0.170 | -0.168 | 0.073 | 0.246 | -0.179 | -0.005 | 0.249 | -0.578 | -0.006 | -0.277 | 0.115 | -0.206 | -0.287 | -0.320 | -0.327 | 0.075 | 0.080 | -0.315 | 0.062 | 1.000 |
Missing values
Sample
| id | date | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2497 | 1000102 | 20150422T000000 | 300000 | 6 | 3 | 2400 | 9373 | 2 | 0 | 0 | 3 | 7 | 2400 | 0 | 1991 | 0 | 98002 | 47.3262 | -122.214 | 2060 | 7316 |
| 6735 | 1200019 | 20140508T000000 | 647500 | 4 | 1 | 2060 | 26036 | 1 | 0 | 0 | 4 | 8 | 1160 | 900 | 1947 | 0 | 98166 | 47.4444 | -122.351 | 2590 | 21891 |
| 8411 | 1200021 | 20140811T000000 | 400000 | 3 | 1 | 1460 | 43000 | 1 | 0 | 0 | 3 | 7 | 1460 | 0 | 1952 | 0 | 98166 | 47.4434 | -122.347 | 2250 | 20023 |
| 8809 | 2800031 | 20150401T000000 | 235000 | 3 | 1 | 1430 | 7599 | 1 | 0 | 0 | 4 | 6 | 1010 | 420 | 1930 | 0 | 98168 | 47.4783 | -122.265 | 1290 | 10320 |
| 3557 | 3600057 | 20150319T000000 | 402500 | 4 | 2 | 1650 | 3504 | 1 | 0 | 0 | 3 | 7 | 760 | 890 | 1951 | 2013 | 98144 | 47.5803 | -122.294 | 1480 | 3504 |
| 18521 | 3600072 | 20150330T000000 | 680000 | 4 | 2 | 2220 | 5310 | 1 | 0 | 0 | 5 | 7 | 1170 | 1050 | 1951 | 0 | 98144 | 47.5801 | -122.294 | 1540 | 4200 |
| 3200 | 3800008 | 20150224T000000 | 178000 | 5 | 1 | 1990 | 18200 | 1 | 0 | 0 | 3 | 7 | 1990 | 0 | 1960 | 0 | 98178 | 47.4938 | -122.262 | 1860 | 8658 |
| 21063 | 5200087 | 20140709T000000 | 487000 | 4 | 2 | 2540 | 5001 | 2 | 0 | 0 | 3 | 9 | 2540 | 0 | 2005 | 0 | 98108 | 47.5423 | -122.302 | 2360 | 6834 |
| 4333 | 6200017 | 20141112T000000 | 281000 | 3 | 1 | 1340 | 21336 | 1 | 0 | 0 | 4 | 5 | 1340 | 0 | 1945 | 0 | 98032 | 47.4023 | -122.273 | 1340 | 37703 |
| 16715 | 7200080 | 20141104T000000 | 239000 | 4 | 2 | 1980 | 10585 | 1 | 0 | 0 | 2 | 6 | 1980 | 0 | 1924 | 0 | 98055 | 47.4836 | -122.214 | 1360 | 7810 |
| id | date | price | bedrooms | bathrooms | sqft_living | sqft_lot | floors | waterfront | view | condition | grade | sqft_above | sqft_basement | yr_built | yr_renovated | zipcode | lat | long | sqft_living15 | sqft_lot15 | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1716 | 9839300875 | 20140514T000000 | 800000 | 3 | 1 | 1700 | 4400 | 1 | 0 | 0 | 4 | 8 | 1700 | 0 | 1906 | 0 | 98122 | 47.6120 | -122.292 | 1610 | 4180 |
| 4679 | 9839301055 | 20140626T000000 | 670000 | 3 | 1 | 1490 | 4400 | 1 | 0 | 0 | 4 | 7 | 1490 | 0 | 1906 | 0 | 98122 | 47.6113 | -122.292 | 1560 | 4400 |
| 4821 | 9839301060 | 20150406T000000 | 650500 | 3 | 1 | 1740 | 4400 | 1 | 0 | 0 | 3 | 8 | 1740 | 0 | 1903 | 0 | 98122 | 47.6115 | -122.292 | 1740 | 4400 |
| 13028 | 9839301165 | 20141001T000000 | 998500 | 2 | 1 | 1570 | 4400 | 1 | 0 | 0 | 4 | 8 | 1570 | 0 | 1914 | 0 | 98122 | 47.6112 | -122.293 | 1850 | 4400 |
| 11654 | 9842300036 | 20141008T000000 | 415885 | 3 | 1 | 1310 | 4163 | 1 | 0 | 0 | 4 | 7 | 1310 | 0 | 1964 | 0 | 98126 | 47.5301 | -122.381 | 1120 | 4166 |
| 16737 | 9842300095 | 20140725T000000 | 365000 | 5 | 2 | 1600 | 4168 | 1 | 0 | 0 | 3 | 7 | 1600 | 0 | 1927 | 0 | 98126 | 47.5297 | -122.381 | 1190 | 4168 |
| 3260 | 9842300485 | 20150311T000000 | 380000 | 2 | 1 | 1040 | 7372 | 1 | 0 | 0 | 5 | 7 | 840 | 200 | 1939 | 0 | 98126 | 47.5285 | -122.378 | 1930 | 5150 |
| 7621 | 9842300540 | 20140624T000000 | 339000 | 3 | 1 | 1100 | 4128 | 1 | 0 | 0 | 4 | 7 | 720 | 380 | 1942 | 0 | 98126 | 47.5296 | -122.379 | 1510 | 4538 |
| 20979 | 9895000040 | 20140703T000000 | 399900 | 2 | 1 | 1410 | 1005 | 1 | 0 | 0 | 3 | 9 | 900 | 510 | 2011 | 0 | 98027 | 47.5446 | -122.018 | 1440 | 1188 |
| 15951 | 9900000190 | 20141030T000000 | 268950 | 3 | 1 | 1320 | 8100 | 1 | 0 | 0 | 3 | 6 | 880 | 440 | 1943 | 0 | 98166 | 47.4697 | -122.351 | 1000 | 8100 |